By Jeffrey S. Simonoff
Categorical facts come up usually in lots of fields, together with biometrics, economics, administration, production, advertising, psychology, and sociology. This publication presents an creation to the research of such info. The insurance is huge, utilizing the loglinear Poisson regression version and logistic binomial regression types because the fundamental engines for method. themes coated contain count number regression versions, reminiscent of Poisson, unfavorable binomial, zero-inflated, and zero-truncated versions; loglinear versions for two-dimensional and multidimensional contingency tables, together with for sq. tables and tables with ordered different types; and regression versions for two-category (binary) and multiple-category aim variables, corresponding to logistic and proportional odds models.
All tools are illustrated with analyses of genuine info examples, many from fresh topic quarter magazine articles. those analyses are highlighted within the textual content, and are extra precise than is usual, delivering dialogue of the context and history of the matter, version checking, and clinical implications. greater than 2 hundred workouts are supplied, many additionally in line with contemporary topic zone literature. information units and laptop code can be found at a website dedicated to the textual content. Adopters of this booklet might request a suggestions guide from: email@example.com.
From the reviews:
"Jeff Simonoff's ebook is on the best of the heap of express information research textbooks...The examples are remarkable. scholar reactions in a category I taught from this article have been uniformly optimistic, quite a result of examples and routines. extra fabrics with regards to the ebook, fairly code for S-Plus, SAS, and R, precious for research of examples, are available on the author's site at long island college. I cherished this e-book as a result, and suggest it to you for pedagogical purposes." (Stanley Wasserman, the yank Statistician, August 2006, Vol. 60, No. 3)
"The booklet has a variety of noteworthy positive factors. The examples used are from a number of issues, together with medication, economics, activities, mining, climate, in addition to social facets like needle-exchange courses. The examples encourage the speculation and likewise illustrate nuances of knowledge analytical systems. The booklet additionally comprises numerous more recent tools for interpreting specific facts, together with zero-inflated Poisson types, strong research of binomial and poisson versions, sandwich estimators, multinomial smoothing, ordinal contract tables…this is easily an outstanding reference e-book for any researcher operating with express data." Technometrics, could 2004
"This advisor offers a realistic method of the correct research of specific info and will be an appropriate buy for people with various degrees of statistical understanding." Paediatric and Perinatal Epidemiology, 2004, 18
"This booklet provides a clean method of the subject of specific information research. The presentation of the statistical equipment exploits the relationship to regression modeling with a spotlight on functional good points instead of formal theory...There is way to benefit from this publication. other than the standard fabrics equivalent to organization diagrams, Mantel-Haenszel estimators, or overdispersion, the reader also will locate a few less-often awarded yet fascinating and stimulating topics...[T]his is a superb e-book, giving an updated creation to the extensive box of reading express data." Biometrics, September 2004
"...It is of significant support to info analysts, practitioners and researchers who care for express information and wish to get an important perception into the tools of research in addition to sensible directions for fixing problems." International magazine of basic platforms, August 2004
"The writer has succeeded in writing an invaluable and readable textbook combining so much of normal thought and perform of count number data." Kwantitatieve Methoden
"The ebook specifically stresses find out how to study and interpret data...In truth, the hugely distinctive multi-page descriptions of research and interpretation make the publication stand out." Mathematical Geology, February 2005
"Overall, this can be a useful and targeted textual content that i'd suggest to someone facing the research of specific data." Journal of the Royal Statistical Society
"This very important paintings allows transparent analogies among the well known linear versions for Gaussian information and express facts difficulties. … Jeffrey Simonoff’s interpreting specific information presents an advent to a few of the vital principles and strategies for realizing counted facts and tables of counts. … a few readers will locate Simonoff’s variety greatly to their liking as a result of reliance on prolonged genuine information examples to light up rules. … i believe the vast examples will entice so much students." (Sanford Weisberg, SIAM evaluation, Vol. forty seven (4), 2005)
"It is obvious that the point of interest of Simonoff’s booklet isn't the same as different books on express info research. … As an introductory textbook, the booklet is complete adequate because all uncomplicated themes in express information research are mentioned. … i feel Simonoff’s booklet is a precious addition to the literature since it discusses vital versions for counts … ." (Jeroen okay. Vermunt, information in drugs, Vol. 24, 2005)
"The writer dependent this booklet on his notes for a category with a truly assorted pool of scholars. the fabric is gifted in one of these method very heterogeneous team of scholars may perhaps clutch it. All tools are illustrated with analyses of actual information examples. the writer presents an in depth dialogue of the context and heritage of the matter. … The publication is especially attention-grabbing and will be warmly advised to humans operating with express data." (EMS - eu Mathematical Society e-newsletter, December, 2004)
"Categorical facts come up usually in lots of fields … . This e-book presents an creation to the research of such information. … All equipment are illustrated with analyses of genuine information examples, many from fresh subject-area magazine articles. those analyses are highlighted within the textual content and are extra designated than is standard … . greater than 2 hundred routines are supplied, together with many in line with contemporary subject-area literature. facts units and machine code can be found at a website dedicated to this text." (T. Postelnicu, Zentralblatt MATH, Vol. 1028, 2003)
"This publication grew out of notes ready via the writer for periods in specific facts research. The presentation is clean and compelling to learn. Regression principles are used to encourage the modelling provided. The booklet makes a speciality of making use of tips on how to genuine difficulties; a lot of those might be novel to readers of facts texts … . All chapters finish with a bit supplying references to books or articles for the inquiring reader." (C.M. O’Brien, brief e-book experiences, Vol. 23 (3), 2003)
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Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff